{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "39ff31b1-d6a7-434b-b083-f954cb023a48",
   "metadata": {},
   "source": [
    "## 作业要求\n",
    "\n",
    "1. 读取三类学校（普通本科、中等职业教育、普通高中）2014-2018年间的招生数据（enrollment.csv），绘制柱状图。\n",
    "2. x轴是年份，y轴是当年的招生人数(万人)。\n",
    "3. 按年份进行分组绘制，同一年份的放在一个组。\n",
    "4. 要求绘制图例，图例横向排列（提示：使用legend的ncol参数，具体用法自行查Matplotlib官网）\n",
    "5. 图标题是”2014-2018普通本科、中等职业教育、普通高中招生人数“"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5bdf1c3e-4cc2-4029-b46f-2f9b6ad1edb9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-15T02:40:02.875952Z",
     "iopub.status.busy": "2022-06-15T02:40:02.875595Z",
     "iopub.status.idle": "2022-06-15T02:40:04.115101Z",
     "shell.execute_reply": "2022-06-15T02:40:04.114450Z",
     "shell.execute_reply.started": "2022-06-15T02:40:02.875891Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 字体管理包\n",
    "from matplotlib import font_manager"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "91016241-953e-4d7e-a575-b952460e73f4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-15T02:40:07.396458Z",
     "iopub.status.busy": "2022-06-15T02:40:07.395830Z",
     "iopub.status.idle": "2022-06-15T02:40:07.399894Z",
     "shell.execute_reply": "2022-06-15T02:40:07.399189Z",
     "shell.execute_reply.started": "2022-06-15T02:40:07.396432Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 创建字体管理对象，指向具体的字体文件\n",
    "font = font_manager.FontProperties(\n",
    "    fname=\"/System/Library/Fonts/STHeiti Light.ttc\", size=14, weight=4\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1ddea46e-d8b9-436a-8c69-7ff4bdc4cc1f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-15T02:40:08.144538Z",
     "iopub.status.busy": "2022-06-15T02:40:08.144206Z",
     "iopub.status.idle": "2022-06-15T02:40:08.163549Z",
     "shell.execute_reply": "2022-06-15T02:40:08.162861Z",
     "shell.execute_reply.started": "2022-06-15T02:40:08.144512Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>普通本科</th>\n",
       "      <th>中等职业教育</th>\n",
       "      <th>普通高中</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>721</td>\n",
       "      <td>620</td>\n",
       "      <td>797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>738</td>\n",
       "      <td>601</td>\n",
       "      <td>797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>749</td>\n",
       "      <td>593</td>\n",
       "      <td>803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>761</td>\n",
       "      <td>582</td>\n",
       "      <td>800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>791</td>\n",
       "      <td>557</td>\n",
       "      <td>793</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   普通本科  中等职业教育  普通高中\n",
       "0   721     620   797\n",
       "1   738     601   797\n",
       "2   749     593   803\n",
       "3   761     582   800\n",
       "4   791     557   793"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 读取数据\n",
    "data = pd.read_csv(\"enrollment.csv\")\n",
    "data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d270e99e-c0f9-4e29-902e-07358221a61b",
   "metadata": {},
   "source": [
    "## 实现一"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "2fa4ff24-3b8a-4b1f-81f0-98d123191018",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-15T03:06:27.232573Z",
     "iopub.status.busy": "2022-06-15T03:06:27.232220Z",
     "iopub.status.idle": "2022-06-15T03:06:27.472232Z",
     "shell.execute_reply": "2022-06-15T03:06:27.471350Z",
     "shell.execute_reply.started": "2022-06-15T03:06:27.232546Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x840 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置画板\n",
    "plt.figure(figsize=(15, 7),dpi=120)\n",
    "# 设置柱面宽度\n",
    "barWidth = 0.15\n",
    "# 设置x轴刻度\n",
    "xticks = np.arange(2014,2019)\n",
    "# 循环拿出每列数据，设置绘图数据\n",
    "# 使用可以enumerate函数会自动生成序号\n",
    "for cindex,col in enumerate(data.columns):\n",
    "    # 一列数据，即一种学校\n",
    "    one = data[col]\n",
    "    # 绘制该列数据\n",
    "    plt.bar(xticks-(1-cindex)*barWidth,one,width=barWidth,label=col)\n",
    "    # 循环拿出该列每个数据，绘制注释\n",
    "    for x,y in zip(xticks-(1-cindex)*barWidth,one):\n",
    "        plt.annotate(y,xy=(x,y),xytext=(x-0.05,y+10))\n",
    "# 设置表名\n",
    "plt.title(\"2014-2018普通本科、中等职业教育、普通高中招生人数\",font_properties=font)\n",
    "# 设置y轴标签\n",
    "plt.ylabel(\"招生人数（万人）\",font_properties=font)\n",
    "# 设置图例\n",
    "plt.legend(prop=font,ncol=3)\n",
    "# 设置y轴值域\n",
    "plt.ylim(0,1000)\n",
    "# 绘图\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "769fa24f-374a-4553-aac7-5c5e0a38e7fe",
   "metadata": {},
   "source": [
    "## 实现二"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "27bd5bbd-edca-415b-b85b-153df4889ecc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-15T03:00:50.309979Z",
     "iopub.status.busy": "2022-06-15T03:00:50.309506Z",
     "iopub.status.idle": "2022-06-15T03:00:50.532794Z",
     "shell.execute_reply": "2022-06-15T03:00:50.531708Z",
     "shell.execute_reply.started": "2022-06-15T03:00:50.309953Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rffz5zoehQwgOAAAAAECz7AkOAAAAAECzhOAAAAAAADRLCA4AAAAAQLOE4AAAAAAANEsIDgAAAABAs4TgAAAAAAA0SwgOAAAAAECzhOAAAAAAADRLCA4AAAAAQLOE4AAAAAAANEsIDgAAAABAs4TgAAAAAAA0SwgOAAAAAECz/n8XTbRHdZJdIAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1800x840 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置画板\n",
    "plt.figure(figsize=(15, 7),dpi=120)\n",
    "# 设置柱面宽度\n",
    "barWidth = 0.15\n",
    "# 设置x轴刻度\n",
    "xticks = np.arange(2014,2019)\n",
    "# 循环拿出每列数据，设置绘图数据\n",
    "# 使用可以enumerate函数会自动生成序号\n",
    "for cindex,col in enumerate(data.columns):\n",
    "    # 一列数据，即一种学校\n",
    "    one = data[col]\n",
    "    # 绘制该列数据\n",
    "    plt.bar(xticks-(1-cindex)*barWidth,one,width=barWidth,label=col)\n",
    "    # 循环拿出该列每个数据，绘制注释\n",
    "    for x,y in zip(xticks-(1-cindex)*barWidth,one):\n",
    "        plt.annotate(y,xy=(x,y),xytext=(x-0.05,y+10))\n",
    "# 设置表名\n",
    "plt.title(\"2014-2018普通本科、中等职业教育、普通高中招生人数\",font_properties=font)\n",
    "# 设置y轴标签\n",
    "# 手动设定旋转字体\n",
    "absplt.ylabel(\"万人\",rotation=\"horizontal\",font_properties=font)\n",
    "# 拿到当前画纸，设置y轴标签绘制的坐标\n",
    "plt.gca().yaxis.set_label_coords(-0.02,1.02) # 不要求掌握\n",
    "# 设置图例\n",
    "plt.legend(prop=font,ncol=3)\n",
    "# 设置y轴值域\n",
    "plt.ylim(0,1000)\n",
    "# 绘图\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
